Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Claims, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432676	CLM	Rachel Espinoza	1979-08-22	UHC-88110-90	—	7895 Park Pl, Gilbert, AZ, 85219	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-406199	CLM	Christine Murray	2002-03-11	UHC-13605-88	4796531114	3663 Oak St # 573, Tempe, AZ, 85202	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-405650	CLM	Raymond Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO, 80292	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401280	CLM	Charlotte C Guzman	1985-05-17	UHC-77788-73	5605303999	9180 Oak St, Miami, FL, 33129	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422156	CLM	Douglas Jensen	1974-04-27	UHC-04832-19	7262998344	3849 Valley View Dr, San Diego, CA, 92169	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-405192	CLM	Benjamin Hunt	1993-07-05	—	—	8179 Indian School Rd, Atlanta, GA, 30372	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431842	CLM	Juan Williams	1981-08-04	—	8432327017	7824 Sunset Blvd, Los Angeles, CA, 90049	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420642	CLM	Crl Ross	1984-10-05	UHC-17816-38	—	9633 Pine Dr, Los Angeles, CA, 90083	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-403580	CLM	Brittany Cruz	1964-02-22	—	3047307115	2650 Market St, Gilbert, AZ, 85297	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403579	CLM	Brittany Cruz	1964-02-22	—	3047307115	2650 Market St, Gilbert, AZ, 85297	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402923	CLM	Benjamin Evans	1975-07-16	UHC-28667-26	—	2265 Cedar Ln Apt 12, San Diego, CA, 92180	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401126	CLM	Jordan B Wellch	2001-11-13	UHC-43144-83	—	2704 Maple Ave, Denver, CO, 80226	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-421117	CLM	Jessica Schmidt	1999-11-07	UHC-33321-26	7513869572	1851 River Rd, Houston, TX, 77083	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-409650	CLM	Billy J Homles	1941-01-13	—	—	1950 Valley View Dr, Charlotte, NC, 28241	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-431863	CLM	James Holmes	1983-12-16	—	—	4498 Bayshore Dr # 571, Gilbert, AZ, 85282	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412349	CLM	Valentina Daniels	1995-04-20	—	—	8688 Palm Dr, Seattle, WA, 98108	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
CLM-410006	CLM	Gerald Fernandez	1951-04-27	—	—	6759 Camelback Rd, Nashville, TN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-415576	CLM	Barbara Fisher	1938-06-16	—	—	4226 Church St, Orlando, FL, 32822	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-402656	CLM	Kathleen Hanson	1946-09-17	UHC-09595-21	—	1114 Grand Ave, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-417076	CLM	Billy Griffin	1986-06-20	UHC-51997-76	—	1134 Valley View Dr, Houston, TX, 77016	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414335	CLM	Mariana Parker	2008-11-14	UHC-18863-52	8676421234	9046 Church St, Gilbert, AZ, 85224	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425657	CLM	Mason Bkaer	1942-12-28	UHC-52066-68	—	7065 Harbor Blvd, Columbus, OH, 43262	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409119	CLM	Joe Freeman	2007-11-17	—	—	7788 Meadow Ln, Miami, FL, 33128	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-418787	CLM	Larry Green	1958-08-24	UHC-67519-46	—	7068 Lake View Rd, Orlando, FL, 32830	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-407725	CLM	Carlos Hamilton	1956-01-21	—	—	7313 Desert Sky Blvd, Tampa, FL, 33635	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-421239	CLM	Parker Elizabeth	1941-06-22	—	—	1852 Cedar Ln, Seattle, WA, 98141	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410502	CLM	Sean Shaw	1971-12-01	UHC-92556-56	—	321 Park Pl, Nashville, TN, 37224	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
CLM-423518	CLM	Joan Woods	1963-12-01	—	4032093602	9615 Central Ave, Dallas, TX, 75284	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-403125	CLM	Nick Carter	1938-12-23	—	—	8213 Apache Blvd, Orlando, FL, 32843	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400422	CLM	Denny Warren	2007-05-11	UHC-29646-24	7352396322	4604 Washington St Apt 15, Eden Prairie, MN, 55305	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416680	CLM	Dorothy Wagner	1999-11-07	—	—	1607 Forest Ave # 398, Tucson, AZ, 85733	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-409179	CLM	Omar Contreras	1990-04-12	UHC-81935-53	—	920 Valley View Dr, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-408195	CLM	Kelly Harris	1979-09-09	UHC-56453-10	—	1366 Highland Ave # 915, Tempe, AZ, 85209	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402032	CLM	George Lawrence	2008-06-13	UHC-88302-44	—	3807 Market St, Denver, CO, 80287	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-402730	CLM	Ronald P Howard	1974-04-01	UHC-34914-04	—	3729 Sage Ct, Glendale, AZ, 85322	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-426695	CLM	Billy Lopez	1940-09-21	UHC-11120-88	—	6638 Highland Ave, Columbus, OH	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-407886	CLM	Alice Hayes	2000-06-23	UHC-80765-96	—	8618 Washington St, San Diego, CA, 92129	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416396	CLM	John Anderson	—	UHC-74807-02	—	9872 Ocean Ave, Phoenix, AZ, 85087	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418536	CLM	Russell Brown	1941-07-27	UHC-59359-98	—	654 Forest Ave, Orlando, FL, 32804	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-423676	CLM	Brenda Allen	1952-03-07	—	—	2354 Apache Blvd, Atlanta, GA, 30345	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404426	CLM	Christina Castro	1973-09-16	UHC-59692-44	8037465226	1514 Church St, Jacksonville, FL, 32245	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-410802	CLM	Fatimma Z Baker	1982-12-22	UHC-98242-13	7482443393	7973 Apache Blvd, Chandler, AZ, 85289	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430611	CLM	Alan Perkins	1961-10-26	—	—	3907 Desert Sky Blvd, Eden Prairie, MN, 55336	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-412391	CLM	Omar Reyes	1965-10-23	UHC-05993-47	—	4469 Harbor Blvd Apt 33, Charlotte, NC, 28275	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422804	CLM	Betty Santiago	1938-02-07	UHC-84720-46	9765280152	6786 Elm St, Columbus, OH, 43213	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-424022	CLM	Mike J Contreras	1958-01-23	—	—	4013 Pine Dr Apt 39, Seattle, WA, 98156	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424021	CLM	Mike J Contreras	1958-01-23	—	—	4013 Pine Dr Apt 39, Seattle, WA, 98156	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419839	CLM	Nicole L Welch	1975-05-01	UHC-08156-10	2713853904	8107 Washington St, San Diego, CA, 92107	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428301	CLM	Albert Hawkins	2000-08-08	UHC-89653-70	6843975202	6537 Mesa Dr, Dallas, TX, 75254	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418511	CLM	Ahmed Silva	1965-07-09	UHC-49438-05	2517985638	9183 Elm St, Scottsdale, AZ, 85299	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more

16,411 rows, page 159 of 329Previous Next